PARALLAX: Separating Genuine Hallucination Detection from Benchmark Construction Artifacts

Khizar Hussain, Murat Kantarcioglu

Large language models (LLMs) hallucinate with confidence: their outputs can be fluent, authoritative, and simply wrong. In medical, legal, and scientific applications this failure…